# Mutational patterns and ancestry-linked profiles in a large hepatocellular carcinoma and combined hepatocellular–cholangiocarcinoma cohort

**Authors:** C. Gerdes, S. Rengarajan, K. Murugesan, J.S. Ross, S. Bartels, A. Vogel, A. Saborowski

PMC · DOI: 10.1016/j.esmoop.2025.106048 · ESMO Open · 2026-01-20

## TL;DR

This study analyzes genomic alterations in a large group of liver cancer patients, revealing patterns linked to sex and ancestry, and highlights the importance of genomic profiling for diagnosis and treatment.

## Contribution

The study presents the largest genomic analysis of HCC and cHCC–CCA patients, identifying ancestry- and sex-linked mutational profiles and actionable alterations.

## Key findings

- Female patients had lower frequencies of TERT, MYC, and CTNNB1 mutations but higher BAP1 mutations.
- East Asian patients showed increased TP53, MUTYH, and TET2 mutations and higher TMB-high tumors.
- cHCC–CCA had significantly higher rates of IDH1, IDH2, and FGFR2 alterations compared to HCC.

## Abstract

Despite significant therapeutic advancements, hepatocellular carcinoma (HCC) remains a highly fatal malignancy. To accelerate the development of targeted therapies, a comprehensive understanding of the spectrum of genomic alterations (GAs) is essential. Here, we present what is, to our knowledge, the largest genomic analysis of real-world HCC and combined HCC–cholangiocarcinoma (cHCC–CCA) patients.

Tumor samples from 2372 HCC patients and 150 patients with cHCC–CCA underwent genomic profiling using the FoundationOne® platform covering >290 genes, as well as tumor mutational burden (TMB) and microsatellite status.

Our comprehensive and representative analysis included 1793 male and 577 female patients across five genetic ancestries. Female patients exhibited lower frequencies of GAs in TERT, MYC, and CTNNB1, with higher rates of BAP1 GA. Patients of East Asian ancestry presented an increased frequency of TP53, MUTYH, and TET2 GAs, as well as a higher proportion of TMB-high tumors. Compared with HCC, cHCC–CCA exhibited higher frequencies of IDH1 (8.0% versus 0.3%), IDH2 (2.7% versus 0.04%), and FGFR2 (7.3% versus 0.3%) alterations. Potentially actionable alterations were detected in 19.5% of HCC patients and 34.7% of mixed histology. Histological re-assessment due to detection of GA uncommon for HCC was carried out in 117 patients, resulting in a change in diagnosis in 37 cases. Limitations include the absence of detailed clinical data and dependence on the CE-certified Foundation Medicine (FMI) platform for functional annotation of detected variants.

Our study represents one of the largest cohorts of HCC and cHCC–CCA patients with genomic data and highlights the critical role of integrated molecular diagnostics. Beyond uncovering therapeutic targets, next-generation sequencing profiling offers significant benefits in improving diagnostic accuracy for liver cancer.

•We present a granular analysis of GAs from clinical-grade sequencing of 2372 HCC and 150 HCC–CCA patients.•Mutational profiles vary based on sex and genetic ancestry.•Genomic profiling should be standard of care in HCC–CCA due to the high prevalence of actionable alterations.•Critical review of NGS results may lead to re-consideration of the original diagnosis.•Our study serves as a representative reference dataset for stratifying patients according to their GAs.

We present a granular analysis of GAs from clinical-grade sequencing of 2372 HCC and 150 HCC–CCA patients.

Mutational profiles vary based on sex and genetic ancestry.

Genomic profiling should be standard of care in HCC–CCA due to the high prevalence of actionable alterations.

Critical review of NGS results may lead to re-consideration of the original diagnosis.

Our study serves as a representative reference dataset for stratifying patients according to their GAs.

## Linked entities

- **Genes:** TERT (telomerase reverse transcriptase) [NCBI Gene 7015], MYC (MYC proto-oncogene, bHLH transcription factor) [NCBI Gene 4609], CTNNB1 (catenin beta 1) [NCBI Gene 1499], BAP1 (BRCA1 associated deubiquitinase 1) [NCBI Gene 8314], TP53 (tumor protein p53) [NCBI Gene 7157], MUTYH (mutY DNA glycosylase) [NCBI Gene 4595], TET2 (tet methylcytosine dioxygenase 2) [NCBI Gene 54790], IDH1 (isocitrate dehydrogenase (NADP(+)) 1) [NCBI Gene 3417], IDH2 (isocitrate dehydrogenase (NADP(+)) 2) [NCBI Gene 3418], FGFR2 (fibroblast growth factor receptor 2) [NCBI Gene 2263]
- **Diseases:** hepatocellular carcinoma (MONDO:0007256)

## Full-text entities

- **Genes:** FGF3 (fibroblast growth factor 3) [NCBI Gene 2248] {aka HBGF-3, INT2}, PRKDC (protein kinase, DNA-activated, catalytic subunit) [NCBI Gene 5591] {aka DNA-PKC, DNA-PKcs, DNAPK, DNAPKc, DNPK1, HYRC}, IDH2 (isocitrate dehydrogenase (NADP(+)) 2) [NCBI Gene 3418] {aka D2HGA2, ICD-M, IDH, IDH-2, IDHM, IDP}, VEGFA (vascular endothelial growth factor A) [NCBI Gene 7422] {aka L-VEGF, MVCD1, VEGF, VPF}, TSC2 (TSC complex subunit 2) [NCBI Gene 7249] {aka LAM, PPP1R160, TSC4}, RAC1 (Rac family small GTPase 1) [NCBI Gene 5879] {aka MIG5, MRD48, Rac-1, TC-25, p21-Rac1}, APC (APC regulator of Wnt signaling pathway) [NCBI Gene 324] {aka BTPS2, DESMD, DP2, DP2.5, DP3, GS}, MCL1 (MCL1 apoptosis regulator, BCL2 family member) [NCBI Gene 4170] {aka BCL2L3, EAT, MCL1-ES, MCL1L, MCL1S, Mcl-1}, ARID1A (AT-rich interaction domain 1A) [NCBI Gene 8289] {aka B120, BAF250, BAF250a, BM029, C1orf4, CSS2}, KRAS (KRAS proto-oncogene, GTPase) [NCBI Gene 3845] {aka 'C-K-RAS, C-K-RAS, CFC2, K-RAS2A, K-RAS2B, K-RAS4A}, TP53 (tumor protein p53) [NCBI Gene 7157] {aka BCC7, BMFS5, LFS1, P53, TRP53}, PKMYT1 (protein kinase, membrane associated tyrosine/threonine 1) [NCBI Gene 9088] {aka MYT1, PPP1R126}, MUTYH (mutY DNA glycosylase) [NCBI Gene 4595] {aka MYH}, EGFR (epidermal growth factor receptor) [NCBI Gene 1956] {aka ERBB, ERBB1, ERRP, HER1, NISBD2, NNCIS}, LYN (LYN proto-oncogene, Src family tyrosine kinase) [NCBI Gene 4067] {aka JTK8, SAIDV, p53Lyn, p56Lyn}, DDR2 (discoidin domain receptor tyrosine kinase 2) [NCBI Gene 4921] {aka DDR2-N, MIG20a, NTRKR3, TKT, TYRO10, WRCN}, MTOR (mechanistic target of rapamycin kinase) [NCBI Gene 2475] {aka FRAP, FRAP1, FRAP2, RAFT1, RAPT1, SKS}, PDK1 (pyruvate dehydrogenase kinase 1) [NCBI Gene 5163], CDKN2A (cyclin dependent kinase inhibitor 2A) [NCBI Gene 1029] {aka ARF, CAI2, CDK4I, CDKN2, CMM2, INK4}, CCND1 (cyclin D1) [NCBI Gene 595] {aka BCL1, D11S287E, PRAD1, U21B31}, PARP1 (poly(ADP-ribose) polymerase 1) [NCBI Gene 142] {aka ADPRT, ADPRT 1, ADPRT1, ARTD1, PARP, PARP-1}, FGF4 (fibroblast growth factor 4) [NCBI Gene 2249] {aka FGF-4, HBGF-4, HST, HST-1, HSTF-1, HSTF1}, FGFR4 (fibroblast growth factor receptor 4) [NCBI Gene 2264] {aka CD334, JTK2, TKF}, FGF19 (fibroblast growth factor 19) [NCBI Gene 9965], AXIN1 (axin 1) [NCBI Gene 8312] {aka AXIN, CMDOH, PPP1R49}, MDM2 (MDM2 proto-oncogene) [NCBI Gene 4193] {aka ACTFS, HDMX, LSKB, hdm2}, PIK3R1 (phosphoinositide-3-kinase regulatory subunit 1) [NCBI Gene 5295] {aka AGM7, GRB1, IMD36, p85, p85-ALPHA, p85alpha}, NFE2L2 (NFE2 like bZIP transcription factor 2) [NCBI Gene 4780] {aka IMDDHH, NRF2, Nrf-2}, CCNE1 (cyclin E1) [NCBI Gene 898] {aka CCNE, pCCNE1}, RNF43 (ring finger protein 43) [NCBI Gene 54894] {aka RNF124, SSPCS, URCC}, CHEK2 (checkpoint kinase 2) [NCBI Gene 11200] {aka CDS1, CHK2, HuCds1, LFS2, PP1425, RAD53}, MYC (MYC proto-oncogene, bHLH transcription factor) [NCBI Gene 4609] {aka MRTL, MYCC, bHLHe39, c-Myc}, PIK3CA (phosphatidylinositol-4,5-bisphosphate 3-kinase catalytic subunit alpha) [NCBI Gene 5290] {aka CCM4, CLAPO, CLOVE, CWS5, HMH, MCAP}, FBXW7 (F-box and WD repeat domain containing 7) [NCBI Gene 55294] {aka AGO, CDC4, DEDHIL, FBW6, FBW7, FBX30}, MEF2B (myocyte enhancer factor 2B) [NCBI Gene 100271849] {aka RSRFR2}, KEAP1 (kelch like ECH associated protein 1) [NCBI Gene 9817] {aka INrf2, KLHL19}, FGFR2 (fibroblast growth factor receptor 2) [NCBI Gene 2263] {aka BBDS, BEK, BFR-1, CD332, CEK3, CFD1}, BAP1 (BRCA1 associated deubiquitinase 1) [NCBI Gene 8314] {aka HUCEP-13, KURIS, TPDS1, UBM2, UCHL2, UVM2}, RET (ret proto-oncogene) [NCBI Gene 5979] {aka CDHF12, CDHR16, HSCR1, MEN2A, MEN2B, MTC1}, CTNNB1 (catenin beta 1) [NCBI Gene 1499] {aka CTNNB, EVR7, MRD19, NEDSDV, armadillo}, IDH1 (isocitrate dehydrogenase (NADP(+)) 1) [NCBI Gene 3417] {aka HEL-216, HEL-S-26, IDCD, IDH, IDP, IDPC}, CDKN2B (cyclin dependent kinase inhibitor 2B) [NCBI Gene 1030] {aka CDK4I, INK4B, MTS2, P15, TP15, p15INK4b}, BRAF (B-Raf proto-oncogene, serine/threonine kinase) [NCBI Gene 673] {aka B-RAF1, B-raf, BRAF-1, BRAF1, NS7, RAFB1}, RB1 (RB transcriptional corepressor 1) [NCBI Gene 5925] {aka OSRC, PPP1R130, RB, p105-Rb, p110-RB1, pRb}, PTEN (phosphatase and tensin homolog) [NCBI Gene 5728] {aka 10q23del, BZS, CWS1, DEC, GLM2, MHAM}, TERT (telomerase reverse transcriptase) [NCBI Gene 7015] {aka CMM9, DKCA2, DKCB4, EST2, PFBMFT1, TCS1}, TET2 (tet methylcytosine dioxygenase 2) [NCBI Gene 54790] {aka IMD75, KIAA1546, MDS}, ERBB2 (erb-b2 receptor tyrosine kinase 2) [NCBI Gene 2064] {aka CD340, HER-2, HER-2/neu, HER2, MLN 19, MLN-19}
- **Diseases:** VUS (MESH:D009382), colorectal cancer (MESH:D015179), gall-bladder carcinoma (MESH:D005706), liver disease (MESH:D008107), GAs (MESH:D042822), CCA (MESH:C536211), chronic viral hepatitis (MESH:D006525), cholangiocarcinoma (MESH:D018281), liver tumors (MESH:D008113), GA (MESH:C536833), HBV infection (MESH:D006509), REs (MESH:D002869), Cancer (MESH:D009369), HCC (MESH:D006528), MSI (MESH:D053842), WT (MESH:D006969)
- **Chemicals:** aflatoxin (MESH:D000348), alcohol (MESH:D000438), hematoxylin (MESH:D006416), gefitinib (MESH:D000077156), eosin (MESH:D004801), lenvatinib (MESH:C531958), sorafenib (MESH:D000077157), ABSK-011 (-), platinum (MESH:D010984), aflatoxin B1 (MESH:D016604)
- **Species:** Hepatitis B virus (no rank) [taxon 10407], Homo sapiens (human, species) [taxon 9606]
- **Mutations:** G to T, BRAFV600E, S45P, T41A, C228T, C250T, Y220C, I157T, H1047R, R249, R249S, S33C, G382D

## Full text

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## Figures

5 figures with captions in the complete paper: https://tomesphere.com/paper/PMC12857332/full.md

## References

38 references — full list in the complete paper: https://tomesphere.com/paper/PMC12857332/full.md

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Source: https://tomesphere.com/paper/PMC12857332